Advanced Support Vector Machine- (ASVM-) Based Detection for Distributed Denial of Service (DDoS) Attack on Software Defined Networking (SDN)

Table 2

Evaluation of prediction performance of ASVM method.

Split rate	Training data (%)	Testing data (%)	False alarm rate	Detection rate	Accuracy
0.1	90	10	0	1.0	1.0
0.2	80	20	0.06	0.93	0.93
0.3	70	30	0.02	0.98	0.97
0.4	60	40	0.03	0.97	0.96
0.5	50	50	0.01	0.99	0.98
0.6	40	60	0.01	0.99	0.98
0.7	30	70	0.01	0.99	0.99
0.8	20	80	0.03	0.96	0.96
0.9	10	90	0.03	0.97	0.97